{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 03. Sampling the Imaginary\n",
    "\n",
    "#### Chapter Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "np.set_printoptions(suppress=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Code 3.1**\n",
    "\n",
    "\\begin{equation*}\n",
    "P(Vampire|+) = \\frac{P(+|Vampire) * P(Vampire)} {P(+)}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08683729433272395"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_positive_given_vampire = .95\n",
    "p_positive_given_mortal = .01\n",
    "p_vampire = .001\n",
    "\n",
    "p_positive = p_positive_given_vampire*p_vampire + p_positive_given_mortal*(1-p_vampire)\n",
    "\n",
    "p_vampire_given_positive = p_positive_given_vampire * p_vampire / p_positive\n",
    "p_vampire_given_positive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 Sampling from a grid-approximate posterior.\n",
    "\n",
    "Here's a reminder for how to compute the posterior for the globe-tossing model, using grid-approximation. Remember, the *posterior* here means the probability of `p` conditional on the data.\n",
    "\n",
    "**Code 3.2**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_points = 1000\n",
    "n_success = 6\n",
    "n_trials = 9\n",
    "\n",
    "# Define the grid.\n",
    "p_grid = np.linspace(0, 1, n_points)\n",
    "# Define the prior.\n",
    "# For a uniform prior.\n",
    "prior = np.repeat(1, n_points)\n",
    "# Compute the likelihood at each parameter value.\n",
    "likelihood = stats.binom.pmf(n_success, n_trials, p_grid)\n",
    "# Compute the unstandardized posterior at each parameter value.\n",
    "posterior_unstd = likelihood * prior\n",
    "# Standardize the posterior.\n",
    "posterior = posterior_unstd / np.sum(posterior_unstd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we wish to draw 10,000 samples from this posterior. Imagine the posterior is a bucket full of parameter values, numbers such as 0.1, 0.7, 0.5, 1, etc. Within the bucket, each value exists in proportion to its posterior probability, such that values near the peak are much more common than those in the tails. We're going to scoop out 10,000 values from the bucket. Provided the bucket is well-mixed, the resulting samples will have the same proportions as the exact posterior density. Therefore, individual values of `p` will appear in our samples in proportion to the posterior probability of each value. \n",
    "\n",
    "**Code 3.3**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples = np.random.choice(p_grid, size=10000, replace=True, p=posterior)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Code 3.4**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 8))\n",
    "ax.scatter(x=range(len(samples)), y=samples, color='lightseagreen')\n",
    "ax.set_xlabel('Sample Number', fontsize=15)\n",
    "ax.set_ylabel('Proportion Water (p)', fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this plot, it's as if you are flying over the posterior distribution, looking down on it. There are many more samples from the dense region near 0.6 and very few samples below 0.25. The below chart shows the `density estimate` computed from these samples. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Code 3.5**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 Sampling to summarize\n",
    "\n",
    "Once your model produces a posterior distribution, the model's work is done. But your work has just begun. It is necessary to summarize and interpret the posterior distribution. Exactly how it is summarized depends on your purpose. But common questions include:\n",
    "\n",
    "* How much posterior probability lies below some parameter value? \n",
    "* How much posterior probability lies between some parameter values?\n",
    "* Which parameter value marks the lower 5% of posterior probability? \n",
    "* Which range of parameter values contains 90% of the posterior probability?\n",
    "* Which parameter value has the highest posterior probability?\n",
    "\n",
    "These simple questions can be divided into questions about: \n",
    "\n",
    "1. Intervals of `defined boundries`\n",
    "2. Questions about intervals of `defined probability mass`\n",
    "3. Questions about `point estimates`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
